Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 23999 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.6 MiB |
| Average record size in memory | 200.0 B |
Variable types
| NUM | 22 |
|---|---|
| CAT | 2 |
| BOOL | 1 |
Reproduction
| Analysis started | 2020-07-17 15:54:52.335737 |
|---|---|
| Analysis finished | 2020-07-17 15:57:51.637524 |
| Duration | 2 minutes and 59.3 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
BILL_AMT2 is highly correlated with BILL_AMT1 and 1 other fields | High correlation |
BILL_AMT1 is highly correlated with BILL_AMT2 | High correlation |
BILL_AMT3 is highly correlated with BILL_AMT2 and 1 other fields | High correlation |
BILL_AMT4 is highly correlated with BILL_AMT3 and 1 other fields | High correlation |
BILL_AMT5 is highly correlated with BILL_AMT4 and 1 other fields | High correlation |
BILL_AMT6 is highly correlated with BILL_AMT5 | High correlation |
PAY_AMT2 is highly skewed (γ1 = 30.84879619) | Skewed |
ID has unique values | Unique |
PAY_0 has 11835 (49.3%) zeros | Zeros |
PAY_2 has 12613 (52.6%) zeros | Zeros |
PAY_3 has 12594 (52.5%) zeros | Zeros |
PAY_4 has 13212 (55.1%) zeros | Zeros |
PAY_5 has 13624 (56.8%) zeros | Zeros |
PAY_6 has 13096 (54.6%) zeros | Zeros |
BILL_AMT1 has 1591 (6.6%) zeros | Zeros |
BILL_AMT2 has 2003 (8.3%) zeros | Zeros |
BILL_AMT3 has 2283 (9.5%) zeros | Zeros |
BILL_AMT4 has 2540 (10.6%) zeros | Zeros |
BILL_AMT5 has 2785 (11.6%) zeros | Zeros |
BILL_AMT6 has 3185 (13.3%) zeros | Zeros |
PAY_AMT1 has 4189 (17.5%) zeros | Zeros |
PAY_AMT2 has 4271 (17.8%) zeros | Zeros |
PAY_AMT3 has 4737 (19.7%) zeros | Zeros |
PAY_AMT4 has 5118 (21.3%) zeros | Zeros |
PAY_AMT5 has 5327 (22.2%) zeros | Zeros |
PAY_AMT6 has 5727 (23.9%) zeros | Zeros |
| Distinct count | 23999 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15027.353931413809 |
|---|---|
| Minimum | 1 |
| Maximum | 30000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1542.9 |
| Q1 | 7506 |
| median | 15027 |
| Q3 | 22531.5 |
| 95-th percentile | 28525.1 |
| Maximum | 30000 |
| Range | 29999 |
| Interquartile range (IQR) | 15025.5 |
Descriptive statistics
| Standard deviation | 8654.746941 |
|---|---|
| Coefficient of variation (CV) | 0.5759328608 |
| Kurtosis | -1.200355581 |
| Mean | 15027.35393 |
| Median Absolute Deviation (MAD) | 7512 |
| Skewness | 0.0004955584838 |
| Sum | 360641467 |
| Variance | 74904644.6 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 23198 | 1 | < 0.1% | |
| 23182 | 1 | < 0.1% | |
| 21135 | 1 | < 0.1% | |
| 8849 | 1 | < 0.1% | |
| 661 | 1 | < 0.1% | |
| 6806 | 1 | < 0.1% | |
| 4759 | 1 | < 0.1% | |
| 27288 | 1 | < 0.1% | |
| 25241 | 1 | < 0.1% | |
| 29339 | 1 | < 0.1% | |
| 8865 | 1 | < 0.1% | |
| 15026 | 1 | < 0.1% | |
| 15010 | 1 | < 0.1% | |
| 12963 | 1 | < 0.1% | |
| 677 | 1 | < 0.1% | |
| 6822 | 1 | < 0.1% | |
| 4775 | 1 | < 0.1% | |
| 29355 | 1 | < 0.1% | |
| 19116 | 1 | < 0.1% | |
| 23214 | 1 | < 0.1% | |
| 21167 | 1 | < 0.1% | |
| 17037 | 1 | < 0.1% | |
| 19084 | 1 | < 0.1% | |
| 29323 | 1 | < 0.1% | |
| Other values (23974) | 23974 | 99.9% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 13 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 30000 | 1 | < 0.1% | |
| 29999 | 1 | < 0.1% | |
| 29998 | 1 | < 0.1% | |
| 29997 | 1 | < 0.1% | |
| 29995 | 1 | < 0.1% | |
| 29994 | 1 | < 0.1% | |
| 29993 | 1 | < 0.1% | |
| 29992 | 1 | < 0.1% | |
| 29991 | 1 | < 0.1% | |
| 29989 | 1 | < 0.1% |
LIMIT_BAL
Real number (ℝ≥0)
| Distinct count | 80 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167825.7294053919 |
|---|---|
| Minimum | 10000 |
| Maximum | 1000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 50000 |
| median | 140000 |
| Q3 | 240000 |
| 95-th percentile | 430000 |
| Maximum | 1000000 |
| Range | 990000 |
| Interquartile range (IQR) | 190000 |
Descriptive statistics
| Standard deviation | 129915.116 |
|---|---|
| Coefficient of variation (CV) | 0.7741072627 |
| Kurtosis | 0.5622865987 |
| Mean | 167825.7294 |
| Median Absolute Deviation (MAD) | 90000 |
| Skewness | 0.9948848653 |
| Sum | 4027649680 |
| Variance | 1.687793736e+10 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 50000 | 2686 | 11.2% | |
| 20000 | 1583 | 6.6% | |
| 30000 | 1291 | 5.4% | |
| 80000 | 1227 | 5.1% | |
| 200000 | 1225 | 5.1% | |
| 150000 | 906 | 3.8% | |
| 100000 | 834 | 3.5% | |
| 180000 | 803 | 3.3% | |
| 360000 | 716 | 3.0% | |
| 60000 | 656 | 2.7% | |
| 230000 | 608 | 2.5% | |
| 70000 | 596 | 2.5% | |
| 130000 | 591 | 2.5% | |
| 140000 | 591 | 2.5% | |
| 500000 | 581 | 2.4% | |
| 210000 | 579 | 2.4% | |
| 120000 | 575 | 2.4% | |
| 160000 | 554 | 2.3% | |
| 90000 | 526 | 2.2% | |
| 240000 | 495 | 2.1% | |
| 110000 | 456 | 1.9% | |
| 300000 | 450 | 1.9% | |
| 170000 | 431 | 1.8% | |
| 260000 | 413 | 1.7% | |
| 10000 | 395 | 1.6% | |
| Other values (55) | 4231 | 17.6% |
| Value | Count | Frequency (%) | |
| 10000 | 395 | 1.6% | |
| 16000 | 2 | < 0.1% | |
| 20000 | 1583 | 6.6% | |
| 30000 | 1291 | 5.4% | |
| 40000 | 169 | 0.7% | |
| 50000 | 2686 | 11.2% | |
| 60000 | 656 | 2.7% | |
| 70000 | 596 | 2.5% | |
| 80000 | 1227 | 5.1% | |
| 90000 | 526 | 2.2% |
| Value | Count | Frequency (%) | |
| 1000000 | 1 | < 0.1% | |
| 800000 | 2 | < 0.1% | |
| 780000 | 1 | < 0.1% | |
| 750000 | 3 | < 0.1% | |
| 740000 | 2 | < 0.1% | |
| 730000 | 2 | < 0.1% | |
| 720000 | 3 | < 0.1% | |
| 710000 | 6 | < 0.1% | |
| 700000 | 8 | < 0.1% | |
| 690000 | 1 | < 0.1% |
SEX
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 187.6 KiB |
| 2 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 2 | 14486 | 60.4% | |
| 1 | 9513 | 39.6% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 14486 | 60.4% | |
| 1 | 9513 | 39.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 23999 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 14486 | 60.4% | |
| 1 | 9513 | 39.6% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 23999 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 14486 | 60.4% | |
| 1 | 9513 | 39.6% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 23999 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 14486 | 60.4% | |
| 1 | 9513 | 39.6% |
EDUCATION
Real number (ℝ≥0)
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8567856994041418 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 11 |
| Zeros (%) | < 0.1% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7919392544 |
|---|---|
| Coefficient of variation (CV) | 0.426510854 |
| Kurtosis | 2.029361336 |
| Mean | 1.856785699 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.9603674639 |
| Sum | 44561 |
| Variance | 0.6271677827 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 11188 | 46.6% | |
| 1 | 8442 | 35.2% | |
| 3 | 3994 | 16.6% | |
| 5 | 223 | 0.9% | |
| 4 | 100 | 0.4% | |
| 6 | 41 | 0.2% | |
| 0 | 11 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 11 | < 0.1% | |
| 1 | 8442 | 35.2% | |
| 2 | 11188 | 46.6% | |
| 3 | 3994 | 16.6% | |
| 4 | 100 | 0.4% | |
| 5 | 223 | 0.9% | |
| 6 | 41 | 0.2% |
| Value | Count | Frequency (%) | |
| 6 | 41 | 0.2% | |
| 5 | 223 | 0.9% | |
| 4 | 100 | 0.4% | |
| 3 | 3994 | 16.6% | |
| 2 | 11188 | 46.6% | |
| 1 | 8442 | 35.2% | |
| 0 | 11 | < 0.1% |
MARRIAGE
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 187.6 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 263 |
| 0 | 43 |
| Value | Count | Frequency (%) | |
| 2 | 12735 | 53.1% | |
| 1 | 10958 | 45.7% | |
| 3 | 263 | 1.1% | |
| 0 | 43 | 0.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 12735 | 53.1% | |
| 1 | 10958 | 45.7% | |
| 3 | 263 | 1.1% | |
| 0 | 43 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 23999 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 12735 | 53.1% | |
| 1 | 10958 | 45.7% | |
| 3 | 263 | 1.1% | |
| 0 | 43 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 23999 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 12735 | 53.1% | |
| 1 | 10958 | 45.7% | |
| 3 | 263 | 1.1% | |
| 0 | 43 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 23999 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 12735 | 53.1% | |
| 1 | 10958 | 45.7% | |
| 3 | 263 | 1.1% | |
| 0 | 43 | 0.2% |
AGE
Real number (ℝ≥0)
| Distinct count | 56 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.52323013458894 |
|---|---|
| Minimum | 21 |
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 42 |
| 95-th percentile | 53 |
| Maximum | 79 |
| Range | 58 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 9.253985789 |
|---|---|
| Coefficient of variation (CV) | 0.2605051893 |
| Kurtosis | 0.02709309215 |
| Mean | 35.52323013 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.7301905298 |
| Sum | 852522 |
| Variance | 85.63625299 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 29 | 1279 | 5.3% | |
| 27 | 1207 | 5.0% | |
| 28 | 1140 | 4.8% | |
| 30 | 1110 | 4.6% | |
| 26 | 1005 | 4.2% | |
| 31 | 980 | 4.1% | |
| 34 | 938 | 3.9% | |
| 25 | 938 | 3.9% | |
| 32 | 906 | 3.8% | |
| 33 | 904 | 3.8% | |
| 35 | 892 | 3.7% | |
| 24 | 889 | 3.7% | |
| 36 | 881 | 3.7% | |
| 37 | 822 | 3.4% | |
| 39 | 770 | 3.2% | |
| 38 | 734 | 3.1% | |
| 23 | 726 | 3.0% | |
| 40 | 691 | 2.9% | |
| 41 | 656 | 2.7% | |
| 42 | 649 | 2.7% | |
| 44 | 550 | 2.3% | |
| 43 | 531 | 2.2% | |
| 45 | 489 | 2.0% | |
| 22 | 467 | 1.9% | |
| 46 | 465 | 1.9% | |
| Other values (31) | 3380 | 14.1% |
| Value | Count | Frequency (%) | |
| 21 | 51 | 0.2% | |
| 22 | 467 | 1.9% | |
| 23 | 726 | 3.0% | |
| 24 | 889 | 3.7% | |
| 25 | 938 | 3.9% | |
| 26 | 1005 | 4.2% | |
| 27 | 1207 | 5.0% | |
| 28 | 1140 | 4.8% | |
| 29 | 1279 | 5.3% | |
| 30 | 1110 | 4.6% |
| Value | Count | Frequency (%) | |
| 79 | 1 | < 0.1% | |
| 75 | 3 | < 0.1% | |
| 74 | 1 | < 0.1% | |
| 73 | 3 | < 0.1% | |
| 72 | 3 | < 0.1% | |
| 71 | 2 | < 0.1% | |
| 70 | 6 | < 0.1% | |
| 69 | 12 | 0.1% | |
| 68 | 5 | < 0.1% | |
| 67 | 12 | 0.1% |
| Distinct count | 11 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.014958956623192634 |
|---|---|
| Minimum | -2 |
| Maximum | 8 |
| Zeros | 11835 |
| Zeros (%) | 49.3% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.120902586 |
|---|---|
| Coefficient of variation (CV) | -74.93186954 |
| Kurtosis | 2.688404601 |
| Mean | -0.01495895662 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7293018972 |
| Sum | -359 |
| Variance | 1.256422607 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 11835 | 49.3% | |
| -1 | 4544 | 18.9% | |
| 1 | 2942 | 12.3% | |
| -2 | 2180 | 9.1% | |
| 2 | 2120 | 8.8% | |
| 3 | 265 | 1.1% | |
| 4 | 62 | 0.3% | |
| 5 | 23 | 0.1% | |
| 8 | 15 | 0.1% | |
| 7 | 7 | < 0.1% | |
| 6 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| -2 | 2180 | 9.1% | |
| -1 | 4544 | 18.9% | |
| 0 | 11835 | 49.3% | |
| 1 | 2942 | 12.3% | |
| 2 | 2120 | 8.8% | |
| 3 | 265 | 1.1% | |
| 4 | 62 | 0.3% | |
| 5 | 23 | 0.1% | |
| 6 | 6 | < 0.1% | |
| 7 | 7 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 15 | 0.1% | |
| 7 | 7 | < 0.1% | |
| 6 | 6 | < 0.1% | |
| 5 | 23 | 0.1% | |
| 4 | 62 | 0.3% | |
| 3 | 265 | 1.1% | |
| 2 | 2120 | 8.8% | |
| 1 | 2942 | 12.3% | |
| 0 | 11835 | 49.3% | |
| -1 | 4544 | 18.9% |
| Distinct count | 11 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.1348389516229843 |
|---|---|
| Minimum | -2 |
| Maximum | 8 |
| Zeros | 12613 |
| Zeros (%) | 52.6% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.193044213 |
|---|---|
| Coefficient of variation (CV) | -8.847919675 |
| Kurtosis | 1.581222052 |
| Mean | -0.1348389516 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.7885546377 |
| Sum | -3236 |
| Variance | 1.423354494 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 12613 | 52.6% | |
| -1 | 4851 | 20.2% | |
| 2 | 3131 | 13.0% | |
| -2 | 3006 | 12.5% | |
| 3 | 258 | 1.1% | |
| 4 | 77 | 0.3% | |
| 1 | 19 | 0.1% | |
| 5 | 18 | 0.1% | |
| 7 | 16 | 0.1% | |
| 6 | 9 | < 0.1% | |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| -2 | 3006 | 12.5% | |
| -1 | 4851 | 20.2% | |
| 0 | 12613 | 52.6% | |
| 1 | 19 | 0.1% | |
| 2 | 3131 | 13.0% | |
| 3 | 258 | 1.1% | |
| 4 | 77 | 0.3% | |
| 5 | 18 | 0.1% | |
| 6 | 9 | < 0.1% | |
| 7 | 16 | 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 1 | < 0.1% | |
| 7 | 16 | 0.1% | |
| 6 | 9 | < 0.1% | |
| 5 | 18 | 0.1% | |
| 4 | 77 | 0.3% | |
| 3 | 258 | 1.1% | |
| 2 | 3131 | 13.0% | |
| 1 | 19 | 0.1% | |
| 0 | 12613 | 52.6% | |
| -1 | 4851 | 20.2% |
| Distinct count | 11 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.16563190132922206 |
|---|---|
| Minimum | -2 |
| Maximum | 8 |
| Zeros | 12594 |
| Zeros (%) | 52.5% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.193514805 |
|---|---|
| Coefficient of variation (CV) | -7.205826869 |
| Kurtosis | 2.033435614 |
| Mean | -0.1656319013 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.826940679 |
| Sum | -3975 |
| Variance | 1.424477589 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 12594 | 52.5% | |
| -1 | 4776 | 19.9% | |
| -2 | 3246 | 13.5% | |
| 2 | 3086 | 12.9% | |
| 3 | 181 | 0.8% | |
| 4 | 57 | 0.2% | |
| 7 | 20 | 0.1% | |
| 6 | 18 | 0.1% | |
| 5 | 15 | 0.1% | |
| 8 | 3 | < 0.1% | |
| 1 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| -2 | 3246 | 13.5% | |
| -1 | 4776 | 19.9% | |
| 0 | 12594 | 52.5% | |
| 1 | 3 | < 0.1% | |
| 2 | 3086 | 12.9% | |
| 3 | 181 | 0.8% | |
| 4 | 57 | 0.2% | |
| 5 | 15 | 0.1% | |
| 6 | 18 | 0.1% | |
| 7 | 20 | 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 3 | < 0.1% | |
| 7 | 20 | 0.1% | |
| 6 | 18 | 0.1% | |
| 5 | 15 | 0.1% | |
| 4 | 57 | 0.2% | |
| 3 | 181 | 0.8% | |
| 2 | 3086 | 12.9% | |
| 1 | 3 | < 0.1% | |
| 0 | 12594 | 52.5% | |
| -1 | 4776 | 19.9% |
| Distinct count | 11 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.21709237884911872 |
|---|---|
| Minimum | -2 |
| Maximum | 8 |
| Zeros | 13212 |
| Zeros (%) | 55.1% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.168718681 |
|---|---|
| Coefficient of variation (CV) | -5.383508564 |
| Kurtosis | 3.60636654 |
| Mean | -0.2170923788 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.011944428 |
| Sum | -5210 |
| Variance | 1.365903355 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 13212 | 55.1% | |
| -1 | 4523 | 18.8% | |
| -2 | 3453 | 14.4% | |
| 2 | 2537 | 10.6% | |
| 3 | 135 | 0.6% | |
| 4 | 57 | 0.2% | |
| 7 | 48 | 0.2% | |
| 5 | 27 | 0.1% | |
| 6 | 4 | < 0.1% | |
| 8 | 2 | < 0.1% | |
| 1 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| -2 | 3453 | 14.4% | |
| -1 | 4523 | 18.8% | |
| 0 | 13212 | 55.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 2537 | 10.6% | |
| 3 | 135 | 0.6% | |
| 4 | 57 | 0.2% | |
| 5 | 27 | 0.1% | |
| 6 | 4 | < 0.1% | |
| 7 | 48 | 0.2% |
| Value | Count | Frequency (%) | |
| 8 | 2 | < 0.1% | |
| 7 | 48 | 0.2% | |
| 6 | 4 | < 0.1% | |
| 5 | 27 | 0.1% | |
| 4 | 57 | 0.2% | |
| 3 | 135 | 0.6% | |
| 2 | 2537 | 10.6% | |
| 1 | 1 | < 0.1% | |
| 0 | 13212 | 55.1% | |
| -1 | 4523 | 18.8% |
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2613442226759448 |
|---|---|
| Minimum | -2 |
| Maximum | 8 |
| Zeros | 13624 |
| Zeros (%) | 56.8% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.13301619 |
|---|---|
| Coefficient of variation (CV) | -4.335340489 |
| Kurtosis | 4.043657842 |
| Mean | -0.2613442227 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.011122904 |
| Sum | -6272 |
| Variance | 1.283725687 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 13624 | 56.8% | |
| -1 | 4374 | 18.2% | |
| -2 | 3617 | 15.1% | |
| 2 | 2114 | 8.8% | |
| 3 | 138 | 0.6% | |
| 4 | 66 | 0.3% | |
| 7 | 47 | 0.2% | |
| 5 | 15 | 0.1% | |
| 6 | 3 | < 0.1% | |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| -2 | 3617 | 15.1% | |
| -1 | 4374 | 18.2% | |
| 0 | 13624 | 56.8% | |
| 2 | 2114 | 8.8% | |
| 3 | 138 | 0.6% | |
| 4 | 66 | 0.3% | |
| 5 | 15 | 0.1% | |
| 6 | 3 | < 0.1% | |
| 7 | 47 | 0.2% | |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 1 | < 0.1% | |
| 7 | 47 | 0.2% | |
| 6 | 3 | < 0.1% | |
| 5 | 15 | 0.1% | |
| 4 | 66 | 0.3% | |
| 3 | 138 | 0.6% | |
| 2 | 2114 | 8.8% | |
| 0 | 13624 | 56.8% | |
| -1 | 4374 | 18.2% | |
| -2 | 3617 | 15.1% |
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.2858452435518147 |
|---|---|
| Minimum | -2 |
| Maximum | 8 |
| Zeros | 13096 |
| Zeros (%) | 54.6% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -2 |
| Q1 | -1 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.150393926 |
|---|---|
| Coefficient of variation (CV) | -4.024534086 |
| Kurtosis | 3.569798836 |
| Mean | -0.2858452436 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9670606397 |
| Sum | -6860 |
| Variance | 1.323406185 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 13096 | 54.6% | |
| -1 | 4560 | 19.0% | |
| -2 | 3878 | 16.2% | |
| 2 | 2211 | 9.2% | |
| 3 | 146 | 0.6% | |
| 4 | 42 | 0.2% | |
| 7 | 39 | 0.2% | |
| 6 | 14 | 0.1% | |
| 5 | 11 | < 0.1% | |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| -2 | 3878 | 16.2% | |
| -1 | 4560 | 19.0% | |
| 0 | 13096 | 54.6% | |
| 2 | 2211 | 9.2% | |
| 3 | 146 | 0.6% | |
| 4 | 42 | 0.2% | |
| 5 | 11 | < 0.1% | |
| 6 | 14 | 0.1% | |
| 7 | 39 | 0.2% | |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 2 | < 0.1% | |
| 7 | 39 | 0.2% | |
| 6 | 14 | 0.1% | |
| 5 | 11 | < 0.1% | |
| 4 | 42 | 0.2% | |
| 3 | 146 | 0.6% | |
| 2 | 2211 | 9.2% | |
| 0 | 13096 | 54.6% | |
| -1 | 4560 | 19.0% | |
| -2 | 3878 | 16.2% |
| Distinct count | 18732 |
|---|---|
| Unique (%) | 78.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51589.034709779575 |
|---|---|
| Minimum | -165580 |
| Maximum | 964511 |
| Zeros | 1591 |
| Zeros (%) | 6.6% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -165580 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3577.5 |
| median | 22472 |
| Q3 | 67767 |
| 95-th percentile | 203027 |
| Maximum | 964511 |
| Range | 1130091 |
| Interquartile range (IQR) | 64189.5 |
Descriptive statistics
| Standard deviation | 74104.13263 |
|---|---|
| Coefficient of variation (CV) | 1.436431851 |
| Kurtosis | 9.619112449 |
| Mean | 51589.03471 |
| Median Absolute Deviation (MAD) | 21889 |
| Skewness | 2.639594978 |
| Sum | 1238085244 |
| Variance | 5491422472 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 1591 | 6.6% | |
| 390 | 196 | 0.8% | |
| 780 | 63 | 0.3% | |
| 326 | 59 | 0.2% | |
| 316 | 49 | 0.2% | |
| 2500 | 45 | 0.2% | |
| 396 | 39 | 0.2% | |
| 2400 | 33 | 0.1% | |
| 500 | 22 | 0.1% | |
| 416 | 22 | 0.1% | |
| 1050 | 21 | 0.1% | |
| 1473 | 21 | 0.1% | |
| 836 | 18 | 0.1% | |
| -200 | 18 | 0.1% | |
| 264 | 18 | 0.1% | |
| 291 | 18 | 0.1% | |
| -5 | 16 | 0.1% | |
| -3 | 15 | 0.1% | |
| 1261 | 15 | 0.1% | |
| 600 | 14 | 0.1% | |
| 360 | 13 | 0.1% | |
| 300 | 13 | 0.1% | |
| -4 | 13 | 0.1% | |
| 1650 | 12 | 0.1% | |
| 1000 | 12 | 0.1% | |
| Other values (18707) | 21643 | 90.2% |
| Value | Count | Frequency (%) | |
| -165580 | 1 | < 0.1% | |
| -154973 | 1 | < 0.1% | |
| -15308 | 1 | < 0.1% | |
| -14386 | 1 | < 0.1% | |
| -11545 | 1 | < 0.1% | |
| -10682 | 1 | < 0.1% | |
| -9802 | 1 | < 0.1% | |
| -9095 | 1 | < 0.1% | |
| -8187 | 1 | < 0.1% | |
| -7438 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 964511 | 1 | < 0.1% | |
| 746814 | 1 | < 0.1% | |
| 653062 | 1 | < 0.1% | |
| 613860 | 1 | < 0.1% | |
| 610723 | 1 | < 0.1% | |
| 589654 | 1 | < 0.1% | |
| 588000 | 1 | < 0.1% | |
| 581775 | 1 | < 0.1% | |
| 581319 | 1 | < 0.1% | |
| 580928 | 1 | < 0.1% |
| Distinct count | 18413 |
|---|---|
| Unique (%) | 76.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49521.69811242135 |
|---|---|
| Minimum | -67526 |
| Maximum | 983931 |
| Zeros | 2003 |
| Zeros (%) | 8.3% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -67526 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2958 |
| median | 21290 |
| Q3 | 64635.5 |
| 95-th percentile | 195883.1 |
| Maximum | 983931 |
| Range | 1051457 |
| Interquartile range (IQR) | 61677.5 |
Descriptive statistics
| Standard deviation | 71551.21513 |
|---|---|
| Coefficient of variation (CV) | 1.444845752 |
| Kurtosis | 10.00071875 |
| Mean | 49521.69811 |
| Median Absolute Deviation (MAD) | 20900 |
| Skewness | 2.668418602 |
| Sum | 1188471233 |
| Variance | 5119576386 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 2003 | 8.3% | |
| 390 | 188 | 0.8% | |
| 780 | 61 | 0.3% | |
| 326 | 61 | 0.3% | |
| 316 | 55 | 0.2% | |
| 2500 | 43 | 0.2% | |
| 396 | 41 | 0.2% | |
| 2400 | 35 | 0.1% | |
| -200 | 24 | 0.1% | |
| 264 | 20 | 0.1% | |
| 416 | 20 | 0.1% | |
| 1050 | 20 | 0.1% | |
| 1473 | 19 | 0.1% | |
| 1261 | 19 | 0.1% | |
| 291 | 19 | 0.1% | |
| 1000 | 18 | 0.1% | |
| -5 | 16 | 0.1% | |
| 300 | 16 | 0.1% | |
| -18 | 15 | 0.1% | |
| -2 | 15 | 0.1% | |
| 200 | 14 | 0.1% | |
| -3 | 13 | 0.1% | |
| 150 | 13 | 0.1% | |
| 360 | 12 | 0.1% | |
| 380 | 12 | 0.1% | |
| Other values (18388) | 21227 | 88.4% |
| Value | Count | Frequency (%) | |
| -67526 | 1 | < 0.1% | |
| -33350 | 1 | < 0.1% | |
| -30000 | 1 | < 0.1% | |
| -26214 | 1 | < 0.1% | |
| -24704 | 1 | < 0.1% | |
| -24702 | 1 | < 0.1% | |
| -18618 | 1 | < 0.1% | |
| -18088 | 1 | < 0.1% | |
| -17810 | 1 | < 0.1% | |
| -17710 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 983931 | 1 | < 0.1% | |
| 743970 | 1 | < 0.1% | |
| 671563 | 1 | < 0.1% | |
| 597793 | 1 | < 0.1% | |
| 581775 | 1 | < 0.1% | |
| 572834 | 1 | < 0.1% | |
| 572677 | 1 | < 0.1% | |
| 569577 | 1 | < 0.1% | |
| 562316 | 1 | < 0.1% | |
| 555086 | 1 | < 0.1% |
| Distinct count | 18143 |
|---|---|
| Unique (%) | 75.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47474.82636776532 |
|---|---|
| Minimum | -157264 |
| Maximum | 1664089 |
| Zeros | 2283 |
| Zeros (%) | 9.5% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -157264 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2718 |
| median | 20223 |
| Q3 | 60962 |
| 95-th percentile | 189917.6 |
| Maximum | 1664089 |
| Range | 1821353 |
| Interquartile range (IQR) | 58244 |
Descriptive statistics
| Standard deviation | 70010.81533 |
|---|---|
| Coefficient of variation (CV) | 1.474693447 |
| Kurtosis | 21.19176639 |
| Mean | 47474.82637 |
| Median Absolute Deviation (MAD) | 19833 |
| Skewness | 3.11382959 |
| Sum | 1139348358 |
| Variance | 4901514263 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 2283 | 9.5% | |
| 390 | 218 | 0.9% | |
| 780 | 63 | 0.3% | |
| 316 | 48 | 0.2% | |
| 326 | 47 | 0.2% | |
| 396 | 37 | 0.2% | |
| 2500 | 33 | 0.1% | |
| 2400 | 33 | 0.1% | |
| 200 | 25 | 0.1% | |
| 416 | 25 | 0.1% | |
| 1000 | 24 | 0.1% | |
| 291 | 21 | 0.1% | |
| 1050 | 19 | 0.1% | |
| -200 | 18 | 0.1% | |
| 10000 | 17 | 0.1% | |
| -2 | 17 | 0.1% | |
| 264 | 17 | 0.1% | |
| 380 | 16 | 0.1% | |
| -18 | 16 | 0.1% | |
| 500 | 16 | 0.1% | |
| -1 | 14 | 0.1% | |
| 360 | 14 | 0.1% | |
| 300 | 14 | 0.1% | |
| 1261 | 13 | 0.1% | |
| 150 | 13 | 0.1% | |
| Other values (18118) | 20938 | 87.2% |
| Value | Count | Frequency (%) | |
| -157264 | 1 | < 0.1% | |
| -61506 | 1 | < 0.1% | |
| -46127 | 1 | < 0.1% | |
| -34041 | 1 | < 0.1% | |
| -24702 | 1 | < 0.1% | |
| -20320 | 1 | < 0.1% | |
| -17706 | 1 | < 0.1% | |
| -15910 | 1 | < 0.1% | |
| -15641 | 1 | < 0.1% | |
| -15000 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1664089 | 1 | < 0.1% | |
| 855086 | 1 | < 0.1% | |
| 689643 | 1 | < 0.1% | |
| 689627 | 1 | < 0.1% | |
| 597415 | 1 | < 0.1% | |
| 577957 | 1 | < 0.1% | |
| 572677 | 1 | < 0.1% | |
| 559712 | 1 | < 0.1% | |
| 548020 | 1 | < 0.1% | |
| 537543 | 1 | < 0.1% |
| Distinct count | 17824 |
|---|---|
| Unique (%) | 74.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43796.58977457394 |
|---|---|
| Minimum | -170000 |
| Maximum | 891586 |
| Zeros | 2540 |
| Zeros (%) | 10.6% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -170000 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2392.5 |
| median | 19145 |
| Q3 | 55418 |
| 95-th percentile | 176629.9 |
| Maximum | 891586 |
| Range | 1061586 |
| Interquartile range (IQR) | 53025.5 |
Descriptive statistics
| Standard deviation | 64927.45012 |
|---|---|
| Coefficient of variation (CV) | 1.482477299 |
| Kurtosis | 10.94732007 |
| Mean | 43796.58977 |
| Median Absolute Deviation (MAD) | 18745 |
| Skewness | 2.780109846 |
| Sum | 1051074358 |
| Variance | 4215573780 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 2540 | 10.6% | |
| 390 | 201 | 0.8% | |
| 780 | 81 | 0.3% | |
| 316 | 53 | 0.2% | |
| 326 | 47 | 0.2% | |
| 396 | 34 | 0.1% | |
| 2400 | 32 | 0.1% | |
| 150 | 29 | 0.1% | |
| 416 | 26 | 0.1% | |
| 1000 | 24 | 0.1% | |
| 2500 | 23 | 0.1% | |
| 1050 | 20 | 0.1% | |
| 291 | 20 | 0.1% | |
| -18 | 20 | 0.1% | |
| -3 | 19 | 0.1% | |
| 300 | 19 | 0.1% | |
| -2 | 17 | 0.1% | |
| 1261 | 17 | 0.1% | |
| -1 | 16 | 0.1% | |
| 600 | 16 | 0.1% | |
| 632 | 16 | 0.1% | |
| 380 | 15 | 0.1% | |
| 1170 | 14 | 0.1% | |
| 264 | 14 | 0.1% | |
| 1473 | 14 | 0.1% | |
| Other values (17799) | 20672 | 86.1% |
| Value | Count | Frequency (%) | |
| -170000 | 1 | < 0.1% | |
| -81334 | 1 | < 0.1% | |
| -65167 | 1 | < 0.1% | |
| -50616 | 1 | < 0.1% | |
| -34503 | 1 | < 0.1% | |
| -22108 | 1 | < 0.1% | |
| -20320 | 1 | < 0.1% | |
| -17250 | 1 | < 0.1% | |
| -15910 | 1 | < 0.1% | |
| -15588 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 891586 | 1 | < 0.1% | |
| 706864 | 1 | < 0.1% | |
| 616836 | 1 | < 0.1% | |
| 569034 | 1 | < 0.1% | |
| 563543 | 1 | < 0.1% | |
| 548020 | 1 | < 0.1% | |
| 542653 | 1 | < 0.1% | |
| 541019 | 1 | < 0.1% | |
| 530672 | 1 | < 0.1% | |
| 525749 | 1 | < 0.1% |
| Distinct count | 17372 |
|---|---|
| Unique (%) | 72.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40748.04916871536 |
|---|---|
| Minimum | -81334 |
| Maximum | 927171 |
| Zeros | 2785 |
| Zeros (%) | 11.6% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -81334 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1801 |
| median | 18227 |
| Q3 | 50581 |
| 95-th percentile | 167661.3 |
| Maximum | 927171 |
| Range | 1008505 |
| Interquartile range (IQR) | 48780 |
Descriptive statistics
| Standard deviation | 61257.5377 |
|---|---|
| Coefficient of variation (CV) | 1.503324428 |
| Kurtosis | 11.60945892 |
| Mean | 40748.04917 |
| Median Absolute Deviation (MAD) | 17811 |
| Skewness | 2.823822895 |
| Sum | 977912432 |
| Variance | 3752485925 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 2785 | 11.6% | |
| 390 | 193 | 0.8% | |
| 780 | 78 | 0.3% | |
| 316 | 62 | 0.3% | |
| 326 | 46 | 0.2% | |
| 150 | 41 | 0.2% | |
| 396 | 36 | 0.2% | |
| 2400 | 33 | 0.1% | |
| 2500 | 31 | 0.1% | |
| 416 | 28 | 0.1% | |
| -18 | 24 | 0.1% | |
| 1000 | 22 | 0.1% | |
| 1473 | 21 | 0.1% | |
| 1050 | 20 | 0.1% | |
| 291 | 18 | 0.1% | |
| 300 | 17 | 0.1% | |
| -1 | 17 | 0.1% | |
| 10000 | 17 | 0.1% | |
| -200 | 16 | 0.1% | |
| 389 | 15 | 0.1% | |
| -3 | 15 | 0.1% | |
| 600 | 14 | 0.1% | |
| 1261 | 14 | 0.1% | |
| 20000 | 14 | 0.1% | |
| -4 | 14 | 0.1% | |
| Other values (17347) | 20408 | 85.0% |
| Value | Count | Frequency (%) | |
| -81334 | 1 | < 0.1% | |
| -61372 | 1 | < 0.1% | |
| -53007 | 1 | < 0.1% | |
| -37594 | 1 | < 0.1% | |
| -36156 | 1 | < 0.1% | |
| -30481 | 1 | < 0.1% | |
| -28335 | 1 | < 0.1% | |
| -20753 | 1 | < 0.1% | |
| -20320 | 1 | < 0.1% | |
| -20254 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 927171 | 1 | < 0.1% | |
| 587067 | 1 | < 0.1% | |
| 551702 | 1 | < 0.1% | |
| 547880 | 1 | < 0.1% | |
| 530672 | 1 | < 0.1% | |
| 516139 | 1 | < 0.1% | |
| 514114 | 1 | < 0.1% | |
| 508213 | 1 | < 0.1% | |
| 505473 | 1 | < 0.1% | |
| 503914 | 1 | < 0.1% |
| Distinct count | 17094 |
|---|---|
| Unique (%) | 71.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39226.8524105171 |
|---|---|
| Minimum | -339603 |
| Maximum | 961664 |
| Zeros | 3185 |
| Zeros (%) | 13.3% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | -339603 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1280 |
| median | 17175 |
| Q3 | 49434.5 |
| 95-th percentile | 163467.4 |
| Maximum | 961664 |
| Range | 1301267 |
| Interquartile range (IQR) | 48154.5 |
Descriptive statistics
| Standard deviation | 60075.53674 |
|---|---|
| Coefficient of variation (CV) | 1.531490116 |
| Kurtosis | 12.49727656 |
| Mean | 39226.85241 |
| Median Absolute Deviation (MAD) | 16850 |
| Skewness | 2.844084217 |
| Sum | 941405231 |
| Variance | 3609070114 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 3185 | 13.3% | |
| 390 | 169 | 0.7% | |
| 316 | 66 | 0.3% | |
| 780 | 64 | 0.3% | |
| 150 | 51 | 0.2% | |
| 326 | 41 | 0.2% | |
| 396 | 34 | 0.1% | |
| 1000 | 28 | 0.1% | |
| 2400 | 27 | 0.1% | |
| -18 | 26 | 0.1% | |
| 416 | 25 | 0.1% | |
| 540 | 24 | 0.1% | |
| 2500 | 23 | 0.1% | |
| 10000 | 23 | 0.1% | |
| 500 | 23 | 0.1% | |
| 1050 | 20 | 0.1% | |
| -2 | 20 | 0.1% | |
| 300 | 20 | 0.1% | |
| 291 | 19 | 0.1% | |
| 930 | 19 | 0.1% | |
| -1 | 16 | 0.1% | |
| -200 | 16 | 0.1% | |
| 264 | 15 | 0.1% | |
| 1650 | 15 | 0.1% | |
| 1320 | 14 | 0.1% | |
| Other values (17069) | 20016 | 83.4% |
| Value | Count | Frequency (%) | |
| -339603 | 1 | < 0.1% | |
| -209051 | 1 | < 0.1% | |
| -150953 | 1 | < 0.1% | |
| -94625 | 1 | < 0.1% | |
| -73895 | 1 | < 0.1% | |
| -57060 | 1 | < 0.1% | |
| -51443 | 1 | < 0.1% | |
| -51183 | 1 | < 0.1% | |
| -45734 | 1 | < 0.1% | |
| -36156 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 961664 | 1 | < 0.1% | |
| 699944 | 1 | < 0.1% | |
| 568638 | 1 | < 0.1% | |
| 527711 | 1 | < 0.1% | |
| 527566 | 1 | < 0.1% | |
| 514975 | 1 | < 0.1% | |
| 513798 | 1 | < 0.1% | |
| 511905 | 1 | < 0.1% | |
| 499100 | 1 | < 0.1% | |
| 498316 | 1 | < 0.1% |
| Distinct count | 6923 |
|---|---|
| Unique (%) | 28.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5687.720113338056 |
|---|---|
| Minimum | 0 |
| Maximum | 873552 |
| Zeros | 4189 |
| Zeros (%) | 17.5% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1000 |
| median | 2110 |
| Q3 | 5020 |
| 95-th percentile | 18501.8 |
| Maximum | 873552 |
| Range | 873552 |
| Interquartile range (IQR) | 4020 |
Descriptive statistics
| Standard deviation | 16698.50658 |
|---|---|
| Coefficient of variation (CV) | 2.935887534 |
| Kurtosis | 456.5385015 |
| Mean | 5687.720113 |
| Median Absolute Deviation (MAD) | 1942 |
| Skewness | 15.24128472 |
| Sum | 136499595 |
| Variance | 278840121.9 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 4189 | 17.5% | |
| 2000 | 1059 | 4.4% | |
| 3000 | 719 | 3.0% | |
| 5000 | 549 | 2.3% | |
| 1500 | 398 | 1.7% | |
| 4000 | 339 | 1.4% | |
| 10000 | 311 | 1.3% | |
| 1000 | 289 | 1.2% | |
| 2500 | 236 | 1.0% | |
| 6000 | 229 | 1.0% | |
| 390 | 168 | 0.7% | |
| 7000 | 157 | 0.7% | |
| 3500 | 155 | 0.6% | |
| 1300 | 145 | 0.6% | |
| 1600 | 144 | 0.6% | |
| 8000 | 144 | 0.6% | |
| 1800 | 137 | 0.6% | |
| 1700 | 126 | 0.5% | |
| 1200 | 110 | 0.5% | |
| 2100 | 99 | 0.4% | |
| 2200 | 91 | 0.4% | |
| 4500 | 88 | 0.4% | |
| 1400 | 78 | 0.3% | |
| 15000 | 76 | 0.3% | |
| 3200 | 71 | 0.3% | |
| Other values (6898) | 13892 | 57.9% |
| Value | Count | Frequency (%) | |
| 0 | 4189 | 17.5% | |
| 1 | 8 | < 0.1% | |
| 2 | 11 | < 0.1% | |
| 3 | 12 | 0.1% | |
| 4 | 15 | 0.1% | |
| 5 | 9 | < 0.1% | |
| 6 | 13 | 0.1% | |
| 7 | 7 | < 0.1% | |
| 8 | 6 | < 0.1% | |
| 9 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 873552 | 1 | < 0.1% | |
| 505000 | 1 | < 0.1% | |
| 493358 | 1 | < 0.1% | |
| 368199 | 1 | < 0.1% | |
| 323014 | 1 | < 0.1% | |
| 304815 | 1 | < 0.1% | |
| 300039 | 1 | < 0.1% | |
| 300000 | 1 | < 0.1% | |
| 298887 | 1 | < 0.1% | |
| 276698 | 1 | < 0.1% |
| Distinct count | 6905 |
|---|---|
| Unique (%) | 28.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6019.571357139881 |
|---|---|
| Minimum | 0 |
| Maximum | 1684259 |
| Zeros | 4271 |
| Zeros (%) | 17.8% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 858.5 |
| median | 2012 |
| Q3 | 5000 |
| 95-th percentile | 19002.1 |
| Maximum | 1684259 |
| Range | 1684259 |
| Interquartile range (IQR) | 4141.5 |
Descriptive statistics
| Standard deviation | 24541.36283 |
|---|---|
| Coefficient of variation (CV) | 4.076928634 |
| Kurtosis | 1587.899769 |
| Mean | 6019.571357 |
| Median Absolute Deviation (MAD) | 1988 |
| Skewness | 30.84879619 |
| Sum | 144463693 |
| Variance | 602278489.5 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 4271 | 17.8% | |
| 2000 | 1041 | 4.3% | |
| 3000 | 676 | 2.8% | |
| 5000 | 550 | 2.3% | |
| 1000 | 479 | 2.0% | |
| 1500 | 431 | 1.8% | |
| 4000 | 330 | 1.4% | |
| 10000 | 253 | 1.1% | |
| 6000 | 234 | 1.0% | |
| 2500 | 205 | 0.9% | |
| 390 | 185 | 0.8% | |
| 1200 | 167 | 0.7% | |
| 1600 | 145 | 0.6% | |
| 3500 | 139 | 0.6% | |
| 1300 | 136 | 0.6% | |
| 7000 | 133 | 0.6% | |
| 1800 | 117 | 0.5% | |
| 8000 | 116 | 0.5% | |
| 1400 | 109 | 0.5% | |
| 1700 | 107 | 0.4% | |
| 2200 | 94 | 0.4% | |
| 2100 | 79 | 0.3% | |
| 4500 | 77 | 0.3% | |
| 780 | 64 | 0.3% | |
| 9000 | 63 | 0.3% | |
| Other values (6880) | 13798 | 57.5% |
| Value | Count | Frequency (%) | |
| 0 | 4271 | 17.8% | |
| 1 | 13 | 0.1% | |
| 2 | 15 | 0.1% | |
| 3 | 13 | 0.1% | |
| 4 | 8 | < 0.1% | |
| 5 | 22 | 0.1% | |
| 6 | 5 | < 0.1% | |
| 7 | 10 | < 0.1% | |
| 8 | 7 | < 0.1% | |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1684259 | 1 | < 0.1% | |
| 1227082 | 1 | < 0.1% | |
| 1215471 | 1 | < 0.1% | |
| 1024516 | 1 | < 0.1% | |
| 580464 | 1 | < 0.1% | |
| 415552 | 1 | < 0.1% | |
| 401003 | 1 | < 0.1% | |
| 388126 | 1 | < 0.1% | |
| 385228 | 1 | < 0.1% | |
| 384986 | 1 | < 0.1% |
| Distinct count | 6547 |
|---|---|
| Unique (%) | 27.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5253.32280511688 |
|---|---|
| Minimum | 0 |
| Maximum | 896040 |
| Zeros | 4737 |
| Zeros (%) | 19.7% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 395 |
| median | 1809 |
| Q3 | 4561 |
| 95-th percentile | 17748.1 |
| Maximum | 896040 |
| Range | 896040 |
| Interquartile range (IQR) | 4166 |
Descriptive statistics
| Standard deviation | 17967.02886 |
|---|---|
| Coefficient of variation (CV) | 3.420126561 |
| Kurtosis | 626.3398979 |
| Mean | 5253.322805 |
| Median Absolute Deviation (MAD) | 1800 |
| Skewness | 18.36757646 |
| Sum | 126074494 |
| Variance | 322814126 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 4737 | 19.7% | |
| 2000 | 1011 | 4.2% | |
| 1000 | 911 | 3.8% | |
| 3000 | 684 | 2.9% | |
| 5000 | 555 | 2.3% | |
| 1500 | 399 | 1.7% | |
| 4000 | 312 | 1.3% | |
| 10000 | 257 | 1.1% | |
| 1200 | 207 | 0.9% | |
| 6000 | 193 | 0.8% | |
| 2500 | 172 | 0.7% | |
| 390 | 171 | 0.7% | |
| 7000 | 128 | 0.5% | |
| 1300 | 125 | 0.5% | |
| 3500 | 116 | 0.5% | |
| 500 | 116 | 0.5% | |
| 8000 | 115 | 0.5% | |
| 1600 | 102 | 0.4% | |
| 1400 | 101 | 0.4% | |
| 1800 | 95 | 0.4% | |
| 1700 | 82 | 0.3% | |
| 20000 | 70 | 0.3% | |
| 1100 | 69 | 0.3% | |
| 15000 | 68 | 0.3% | |
| 600 | 66 | 0.3% | |
| Other values (6522) | 13137 | 54.7% |
| Value | Count | Frequency (%) | |
| 0 | 4737 | 19.7% | |
| 1 | 11 | < 0.1% | |
| 2 | 17 | 0.1% | |
| 3 | 14 | 0.1% | |
| 4 | 13 | 0.1% | |
| 5 | 14 | 0.1% | |
| 6 | 10 | < 0.1% | |
| 7 | 18 | 0.1% | |
| 8 | 6 | < 0.1% | |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) | |
| 896040 | 1 | < 0.1% | |
| 889043 | 1 | < 0.1% | |
| 508229 | 1 | < 0.1% | |
| 417588 | 1 | < 0.1% | |
| 400972 | 1 | < 0.1% | |
| 397092 | 1 | < 0.1% | |
| 380478 | 1 | < 0.1% | |
| 371718 | 1 | < 0.1% | |
| 349395 | 1 | < 0.1% | |
| 344261 | 1 | < 0.1% |
| Distinct count | 6060 |
|---|---|
| Unique (%) | 25.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4824.490687111963 |
|---|---|
| Minimum | 0 |
| Maximum | 621000 |
| Zeros | 5118 |
| Zeros (%) | 21.3% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 300 |
| median | 1500 |
| Q3 | 4089 |
| 95-th percentile | 16038.7 |
| Maximum | 621000 |
| Range | 621000 |
| Interquartile range (IQR) | 3789 |
Descriptive statistics
| Standard deviation | 15730.75353 |
|---|---|
| Coefficient of variation (CV) | 3.260603978 |
| Kurtosis | 305.5082228 |
| Mean | 4824.490687 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 13.52859139 |
| Sum | 115782952 |
| Variance | 247456606.5 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 5118 | 21.3% | |
| 1000 | 1111 | 4.6% | |
| 2000 | 1001 | 4.2% | |
| 3000 | 689 | 2.9% | |
| 5000 | 641 | 2.7% | |
| 1500 | 370 | 1.5% | |
| 4000 | 332 | 1.4% | |
| 10000 | 286 | 1.2% | |
| 6000 | 214 | 0.9% | |
| 2500 | 208 | 0.9% | |
| 500 | 206 | 0.9% | |
| 390 | 172 | 0.7% | |
| 1200 | 146 | 0.6% | |
| 3500 | 134 | 0.6% | |
| 7000 | 132 | 0.6% | |
| 1100 | 117 | 0.5% | |
| 700 | 111 | 0.5% | |
| 600 | 94 | 0.4% | |
| 8000 | 90 | 0.4% | |
| 800 | 73 | 0.3% | |
| 1600 | 72 | 0.3% | |
| 1300 | 70 | 0.3% | |
| 20000 | 69 | 0.3% | |
| 1700 | 62 | 0.3% | |
| 1800 | 62 | 0.3% | |
| Other values (6035) | 12419 | 51.7% |
| Value | Count | Frequency (%) | |
| 0 | 5118 | 21.3% | |
| 1 | 17 | 0.1% | |
| 2 | 18 | 0.1% | |
| 3 | 11 | < 0.1% | |
| 4 | 18 | 0.1% | |
| 5 | 12 | 0.1% | |
| 6 | 14 | 0.1% | |
| 7 | 9 | < 0.1% | |
| 8 | 6 | < 0.1% | |
| 9 | 8 | < 0.1% |
| Value | Count | Frequency (%) | |
| 621000 | 1 | < 0.1% | |
| 528897 | 1 | < 0.1% | |
| 497000 | 1 | < 0.1% | |
| 432130 | 1 | < 0.1% | |
| 331788 | 1 | < 0.1% | |
| 330982 | 1 | < 0.1% | |
| 320008 | 1 | < 0.1% | |
| 292962 | 1 | < 0.1% | |
| 292462 | 1 | < 0.1% | |
| 291227 | 1 | < 0.1% |
| Distinct count | 5989 |
|---|---|
| Unique (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4825.033793074712 |
|---|---|
| Minimum | 0 |
| Maximum | 426529 |
| Zeros | 5327 |
| Zeros (%) | 22.2% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 269.5 |
| median | 1500 |
| Q3 | 4029.5 |
| 95-th percentile | 15863.3 |
| Maximum | 426529 |
| Range | 426529 |
| Interquartile range (IQR) | 3760 |
Descriptive statistics
| Standard deviation | 15596.58017 |
|---|---|
| Coefficient of variation (CV) | 3.232429209 |
| Kurtosis | 183.7228411 |
| Mean | 4825.033793 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 11.28267965 |
| Sum | 115795986 |
| Variance | 243253312.9 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 5327 | 22.2% | |
| 1000 | 1084 | 4.5% | |
| 2000 | 1052 | 4.4% | |
| 3000 | 759 | 3.2% | |
| 5000 | 654 | 2.7% | |
| 1500 | 343 | 1.4% | |
| 4000 | 329 | 1.4% | |
| 10000 | 276 | 1.2% | |
| 500 | 195 | 0.8% | |
| 6000 | 195 | 0.8% | |
| 2500 | 192 | 0.8% | |
| 390 | 146 | 0.6% | |
| 7000 | 132 | 0.6% | |
| 1200 | 131 | 0.5% | |
| 3500 | 131 | 0.5% | |
| 1100 | 103 | 0.4% | |
| 700 | 97 | 0.4% | |
| 600 | 92 | 0.4% | |
| 8000 | 91 | 0.4% | |
| 1600 | 86 | 0.4% | |
| 20000 | 80 | 0.3% | |
| 1300 | 70 | 0.3% | |
| 1800 | 70 | 0.3% | |
| 1400 | 65 | 0.3% | |
| 4500 | 65 | 0.3% | |
| Other values (5964) | 12234 | 51.0% |
| Value | Count | Frequency (%) | |
| 0 | 5327 | 22.2% | |
| 1 | 19 | 0.1% | |
| 2 | 9 | < 0.1% | |
| 3 | 10 | < 0.1% | |
| 4 | 11 | < 0.1% | |
| 5 | 8 | < 0.1% | |
| 6 | 6 | < 0.1% | |
| 7 | 8 | < 0.1% | |
| 8 | 5 | < 0.1% | |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 426529 | 1 | < 0.1% | |
| 417990 | 1 | < 0.1% | |
| 388071 | 1 | < 0.1% | |
| 379267 | 1 | < 0.1% | |
| 331788 | 1 | < 0.1% | |
| 330982 | 1 | < 0.1% | |
| 326889 | 1 | < 0.1% | |
| 317077 | 1 | < 0.1% | |
| 310135 | 1 | < 0.1% | |
| 303512 | 1 | < 0.1% |
| Distinct count | 6021 |
|---|---|
| Unique (%) | 25.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5245.642943455978 |
|---|---|
| Minimum | 0 |
| Maximum | 528666 |
| Zeros | 5727 |
| Zeros (%) | 23.9% |
| Memory size | 187.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 125 |
| median | 1500 |
| Q3 | 4008 |
| 95-th percentile | 17331.5 |
| Maximum | 528666 |
| Range | 528666 |
| Interquartile range (IQR) | 3883 |
Descriptive statistics
| Standard deviation | 17795.77532 |
|---|---|
| Coefficient of variation (CV) | 3.392486967 |
| Kurtosis | 148.8511353 |
| Mean | 5245.642943 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 10.19931902 |
| Sum | 125890185 |
| Variance | 316689619.3 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 5727 | 23.9% | |
| 1000 | 1056 | 4.4% | |
| 2000 | 1036 | 4.3% | |
| 3000 | 742 | 3.1% | |
| 5000 | 648 | 2.7% | |
| 1500 | 363 | 1.5% | |
| 4000 | 326 | 1.4% | |
| 10000 | 287 | 1.2% | |
| 500 | 194 | 0.8% | |
| 6000 | 176 | 0.7% | |
| 2500 | 167 | 0.7% | |
| 390 | 144 | 0.6% | |
| 7000 | 120 | 0.5% | |
| 3500 | 115 | 0.5% | |
| 1200 | 107 | 0.4% | |
| 600 | 91 | 0.4% | |
| 1100 | 86 | 0.4% | |
| 700 | 86 | 0.4% | |
| 8000 | 83 | 0.3% | |
| 4500 | 81 | 0.3% | |
| 800 | 79 | 0.3% | |
| 1600 | 75 | 0.3% | |
| 1300 | 68 | 0.3% | |
| 780 | 67 | 0.3% | |
| 2200 | 65 | 0.3% | |
| Other values (5996) | 12010 | 50.0% |
| Value | Count | Frequency (%) | |
| 0 | 5727 | 23.9% | |
| 1 | 16 | 0.1% | |
| 2 | 8 | < 0.1% | |
| 3 | 11 | < 0.1% | |
| 4 | 9 | < 0.1% | |
| 5 | 6 | < 0.1% | |
| 6 | 5 | < 0.1% | |
| 7 | 4 | < 0.1% | |
| 8 | 4 | < 0.1% | |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 528666 | 1 | < 0.1% | |
| 422000 | 1 | < 0.1% | |
| 403500 | 1 | < 0.1% | |
| 377000 | 1 | < 0.1% | |
| 372495 | 1 | < 0.1% | |
| 351282 | 1 | < 0.1% | |
| 345293 | 1 | < 0.1% | |
| 308000 | 1 | < 0.1% | |
| 287982 | 1 | < 0.1% | |
| 280000 | 1 | < 0.1% |
default payment next month
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 187.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 18691 | 77.9% | |
| 1 | 5308 | 22.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| ID | LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2873 | 350000 | 1 | 1 | 2 | 37 | -2 | -2 | -2 | -2 | -2 | -2 | 316 | 316 | 316 | 466 | 466 | 316 | 316 | 316 | 466 | 466 | 316 | 316 | 0 |
| 1 | 3598 | 50000 | 2 | 2 | 1 | 37 | 2 | 2 | 2 | 0 | 0 | 0 | 40994 | 43594 | 38222 | 13026 | 13268 | 13497 | 5500 | 0 | 580 | 600 | 600 | 600 | 0 |
| 2 | 27623 | 50000 | 2 | 1 | 2 | 23 | -1 | -1 | -1 | -1 | -1 | -1 | 3430 | 2478 | 2299 | 4800 | 9810 | 660 | 2548 | 2321 | 4800 | 9810 | 660 | 2980 | 0 |
| 3 | 6874 | 20000 | 1 | 3 | 1 | 56 | 0 | 0 | 0 | 0 | 2 | 0 | 10847 | 12176 | 12884 | 13784 | 13420 | 13686 | 1508 | 1216 | 1116 | 0 | 490 | 658 | 0 |
| 4 | 6444 | 110000 | 2 | 2 | 2 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 108159 | 106812 | 108464 | 108829 | 110557 | 106082 | 5400 | 5400 | 4100 | 4100 | 4100 | 4200 | 0 |
| 5 | 16729 | 50000 | 1 | 2 | 1 | 32 | 0 | 0 | 0 | 0 | 0 | 0 | 46827 | 48134 | 49550 | 48377 | 18727 | 19116 | 2084 | 2500 | 1135 | 497 | 514 | 335 | 0 |
| 6 | 20303 | 240000 | 2 | 2 | 1 | 53 | -2 | -2 | -2 | -2 | -2 | -2 | 890 | 236 | 0 | 2194 | 439 | 1085 | 236 | 0 | 2194 | 441 | 1085 | 858 | 0 |
| 7 | 29286 | 360000 | 1 | 2 | 2 | 26 | 0 | 0 | 0 | 0 | 0 | 0 | 94672 | 96585 | 102837 | 110891 | 53827 | 14589 | 3485 | 7837 | 10185 | 5126 | 2898 | 350 | 0 |
| 8 | 20119 | 240000 | 2 | 1 | 2 | 33 | 0 | 0 | 0 | 0 | 0 | 0 | 103100 | 106908 | 109419 | 111838 | 112727 | 115479 | 5295 | 5500 | 5500 | 4000 | 4500 | 4000 | 0 |
| 9 | 20740 | 240000 | 1 | 1 | 2 | 30 | -1 | 0 | 0 | 0 | 0 | 0 | 178911 | 182510 | 186450 | 190523 | 194405 | 182630 | 6581 | 6881 | 7181 | 7281 | 6638 | 6881 | 0 |
Last rows
| ID | LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | default payment next month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 23989 | 17744 | 80000 | 2 | 2 | 2 | 61 | 1 | -2 | -2 | -2 | -2 | -2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 23990 | 239 | 240000 | 2 | 3 | 1 | 50 | 0 | 0 | 0 | 0 | 0 | 0 | 234205 | 231669 | 214642 | 207642 | 210375 | 214694 | 10116 | 9150 | 8008 | 8000 | 8009 | 7714 | 1 |
| 23991 | 15442 | 20000 | 1 | 2 | 2 | 27 | 0 | 0 | -1 | -1 | 0 | 0 | 7320 | 7761 | 631 | 4481 | 6481 | 3465 | 2000 | 631 | 4481 | 2000 | 300 | 3332 | 1 |
| 23992 | 27417 | 150000 | 1 | 2 | 1 | 40 | 0 | 0 | 0 | 0 | 0 | -2 | 142326 | 145231 | 150145 | 150500 | 0 | 0 | 4500 | 6114 | 3500 | 0 | 0 | 0 | 1 |
| 23993 | 23071 | 230000 | 2 | 1 | 1 | 35 | 0 | 0 | -1 | -1 | -1 | -1 | 6012 | 0 | 1897 | 0 | 89 | 2398 | 78 | 1897 | 0 | 89 | 2398 | 671 | 1 |
| 23994 | 7886 | 50000 | 2 | 1 | 2 | 24 | 0 | 0 | 0 | -2 | -2 | -2 | 12806 | 13490 | 0 | 0 | 0 | 0 | 7522 | 0 | 0 | 0 | 0 | 0 | 1 |
| 23995 | 7750 | 250000 | 1 | 3 | 1 | 44 | -1 | -1 | -1 | -1 | -1 | -1 | 6826 | 3900 | 4482 | 43546 | 38051 | 576 | 3924 | 4482 | 43676 | 38166 | 576 | 2389 | 1 |
| 23996 | 14379 | 50000 | 1 | 3 | 2 | 26 | 2 | 0 | 0 | 2 | 2 | 2 | 41827 | 42650 | 45930 | 44891 | 47654 | 48721 | 1800 | 4000 | 0 | 3500 | 2000 | 0 | 1 |
| 23997 | 23664 | 110000 | 2 | 2 | 1 | 38 | 0 | 0 | 0 | 0 | 0 | 0 | 195437 | 176420 | 63142 | 39854 | 9293 | -1288 | 5000 | 10000 | 5048 | 2000 | 39958 | 52000 | 1 |
| 23998 | 20775 | 150000 | 1 | 1 | 2 | 34 | 2 | 3 | 2 | 0 | 0 | 0 | 32355 | 31549 | 30759 | 32764 | 36229 | 79827 | 0 | 0 | 2535 | 5000 | 5000 | 3000 | 1 |